DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.559064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.559064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.559064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03238964080810547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998262}, "timestamp": {"timestamp": 1683550829.630806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08045387268066406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998268}, "timestamp": {"timestamp": 1683550829.755743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04344892501831055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998274}, "timestamp": {"timestamp": 1683550829.83878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034172773361206055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999828}, "timestamp": {"timestamp": 1683550829.91347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039582014083862305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982864}, "timestamp": {"timestamp": 1683550829.993473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04801678657531738 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998292}, "timestamp": {"timestamp": 1683550830.096695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035994768142700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006535786622885525 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001135920172726218 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005366994591895491 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003962278366088867 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 746 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982977}, "timestamp": {"timestamp": 1683550830.20858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03310441970825195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983037}, "timestamp": {"timestamp": 1683550830.288404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03346371650695801 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983096}, "timestamp": {"timestamp": 1683550830.370497}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08498620986938477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983156}, "timestamp": {"timestamp": 1683550830.511744}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03125309944152832 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998321}, "timestamp": {"timestamp": 1683550830.586007}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03260326385498047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998327}, "timestamp": {"timestamp": 1683550830.658435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02347707748413086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998251}, "timestamp": {"timestamp": 1683550830.72763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035486698150634766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998257}, "timestamp": {"timestamp": 1683550830.809442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05087113380432129 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998263}, "timestamp": {"timestamp": 1683550830.903964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028483867645263672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982685}, "timestamp": {"timestamp": 1683550830.974527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029650449752807617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006541404713392806 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011352633040454048 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005369389546103776 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002891063690185547 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 747 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982744}, "timestamp": {"timestamp": 1683550831.067286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0223846435546875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982804}, "timestamp": {"timestamp": 1683550831.129561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026167869567871094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998215}, "timestamp": {"timestamp": 1683550831.200948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027525901794433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998137}, "timestamp": {"timestamp": 1683550831.266636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03322911262512207 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998143}, "timestamp": {"timestamp": 1683550831.346643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025481462478637695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981487}, "timestamp": {"timestamp": 1683550831.410203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027105331420898438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981546}, "timestamp": {"timestamp": 1683550831.476524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02021932601928711 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998161}, "timestamp": {"timestamp": 1683550831.536962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030309200286865234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998167}, "timestamp": {"timestamp": 1683550831.605102}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03347301483154297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998173}, "timestamp": {"timestamp": 1683550831.687156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02625584602355957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2027.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 8.0}, {"feature": 1232.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 7.0}, {"feature": 882.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 925.0}, {"feature": 5.0}, {"feature": 1057.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 1801.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 1801.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2660.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006550226525066142 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011347603678298435 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005370359576772898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031201839447021484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 748 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981785}, "timestamp": {"timestamp": 1683550831.798155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025844573974609375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981844}, "timestamp": {"timestamp": 1683550831.865793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02600860595703125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981904}, "timestamp": {"timestamp": 1683550831.93238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02362799644470215 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981964}, "timestamp": {"timestamp": 1683550832.004628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02909564971923828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982023}, "timestamp": {"timestamp": 1683550832.094596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06018209457397461 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982077}, "timestamp": {"timestamp": 1683550832.204355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023934602737426758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982136}, "timestamp": {"timestamp": 1683550832.27149}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023807287216186523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998219}, "timestamp": {"timestamp": 1683550832.338343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024194955825805664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998225}, "timestamp": {"timestamp": 1683550832.402834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028264284133911133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982303}, "timestamp": {"timestamp": 1683550832.475902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036476850509643555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006549622364142022 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011340038017065444 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005371329607442021 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023593902587890625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 749 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998236}, "timestamp": {"timestamp": 1683550832.607711}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03712964057922363 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982417}, "timestamp": {"timestamp": 1683550832.70155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030260324478149414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998247}, "timestamp": {"timestamp": 1683550832.781823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04311108589172363 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998186}, "timestamp": {"timestamp": 1683550832.880973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024118900299072266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998113}, "timestamp": {"timestamp": 1683550832.946157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028182506561279297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998118}, "timestamp": {"timestamp": 1683550833.013807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02409982681274414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998124}, "timestamp": {"timestamp": 1683550833.089018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034717559814453125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999813}, "timestamp": {"timestamp": 1683550833.173261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04616236686706543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981356}, "timestamp": {"timestamp": 1683550833.258214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053841352462768555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981415}, "timestamp": {"timestamp": 1683550833.351515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022521257400512695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1420.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1420.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006567838254074255 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011343435654365174 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005372329906094819 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005594968795776367 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 750 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998074}, "timestamp": {"timestamp": 1683550833.735916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02530837059020996 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999808}, "timestamp": {"timestamp": 1683550833.816852}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024741411209106445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980855}, "timestamp": {"timestamp": 1683550833.888032}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023439645767211914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980915}, "timestamp": {"timestamp": 1683550833.951977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024495840072631836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980974}, "timestamp": {"timestamp": 1683550834.017379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04230666160583496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998103}, "timestamp": {"timestamp": 1683550834.101773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02912163734436035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998109}, "timestamp": {"timestamp": 1683550834.188404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023305177688598633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998114}, "timestamp": {"timestamp": 1683550834.254454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04330897331237793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999812}, "timestamp": {"timestamp": 1683550834.3435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03982853889465332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981254}, "timestamp": {"timestamp": 1683550834.42866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02494955062866211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 17.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006574218042973632 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011337227282847686 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005373330204747617 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00360870361328125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 751 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998131}, "timestamp": {"timestamp": 1683550834.536009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03328084945678711 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998136}, "timestamp": {"timestamp": 1683550834.617657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025548934936523438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998142}, "timestamp": {"timestamp": 1683550834.690328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032846927642822266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981475}, "timestamp": {"timestamp": 1683550834.762363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02830362319946289 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998153}, "timestamp": {"timestamp": 1683550834.830689}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031132221221923828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998096}, "timestamp": {"timestamp": 1683550834.903014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027556896209716797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981016}, "timestamp": {"timestamp": 1683550835.004974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02799844741821289 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998107}, "timestamp": {"timestamp": 1683550835.095116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0339052677154541 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981123}, "timestamp": {"timestamp": 1683550835.173363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.1139376163482666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998049}, "timestamp": {"timestamp": 1683550835.356836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05224800109863281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006571561369786108 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011329920643221181 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005372329906094819 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024793148040771484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 752 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980545}, "timestamp": {"timestamp": 1683550835.516731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04201936721801758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999806}, "timestamp": {"timestamp": 1683550835.607148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030443191528320312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998066}, "timestamp": {"timestamp": 1683550835.704253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03508806228637695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998071}, "timestamp": {"timestamp": 1683550835.789965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02677154541015625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980766}, "timestamp": {"timestamp": 1683550835.871666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02592182159423828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998082}, "timestamp": {"timestamp": 1683550835.943779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02332925796508789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998087}, "timestamp": {"timestamp": 1683550836.013373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02480006217956543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980927}, "timestamp": {"timestamp": 1683550836.098059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028593063354492188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998098}, "timestamp": {"timestamp": 1683550836.205112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03674173355102539 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981034}, "timestamp": {"timestamp": 1683550836.28269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02538323402404785 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006570968486134898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011322406629300393 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005373330204747617 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038709640502929688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 753 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998109}, "timestamp": {"timestamp": 1683550836.382483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029383420944213867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998114}, "timestamp": {"timestamp": 1683550836.477949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03436589241027832 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998119}, "timestamp": {"timestamp": 1683550836.556374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04509925842285156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998124}, "timestamp": {"timestamp": 1683550836.645347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022738933563232422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981296}, "timestamp": {"timestamp": 1683550836.706399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03641104698181152 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981344}, "timestamp": {"timestamp": 1683550836.781038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021312236785888672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999814}, "timestamp": {"timestamp": 1683550836.840778}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023144960403442383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998145}, "timestamp": {"timestamp": 1683550836.902543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022240161895751953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999808}, "timestamp": {"timestamp": 1683550836.963168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026669025421142578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980855}, "timestamp": {"timestamp": 1683550837.028432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02201557159423828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006567657360404393 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011315260714277239 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005372329906094819 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018656253814697266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 754 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998026}, "timestamp": {"timestamp": 1683550837.119447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03101825714111328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979734}, "timestamp": {"timestamp": 1683550837.192616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023195505142211914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997979}, "timestamp": {"timestamp": 1683550837.255619}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02185821533203125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997984}, "timestamp": {"timestamp": 1683550837.316451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028336524963378906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979895}, "timestamp": {"timestamp": 1683550837.398615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02620720863342285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997995}, "timestamp": {"timestamp": 1683550837.486438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02528977394104004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998}, "timestamp": {"timestamp": 1683550837.555534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.019647836685180664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980056}, "timestamp": {"timestamp": 1683550837.614659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028392791748046875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998011}, "timestamp": {"timestamp": 1683550837.694995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02782416343688965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980164}, "timestamp": {"timestamp": 1683550837.763623}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02199721336364746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2660.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006567975311132999 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011307768051603887 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005373330204747617 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030279159545898438 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 755 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998022}, "timestamp": {"timestamp": 1683550837.862284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027916669845581055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980265}, "timestamp": {"timestamp": 1683550837.984268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02247142791748047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998032}, "timestamp": {"timestamp": 1683550838.066465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029456615447998047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998037}, "timestamp": {"timestamp": 1683550838.136933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025769710540771484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998042}, "timestamp": {"timestamp": 1683550838.20255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061217308044433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980474}, "timestamp": {"timestamp": 1683550838.33431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031449079513549805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998052}, "timestamp": {"timestamp": 1683550838.415302}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0254366397857666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980575}, "timestamp": {"timestamp": 1683550838.487555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02413463592529297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998062}, "timestamp": {"timestamp": 1683550838.55057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03266406059265137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980015}, "timestamp": {"timestamp": 1683550838.625823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022919178009033203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006568593730061024 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011300299670221532 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005380049988161772 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002820253372192383 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 756 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997945}, "timestamp": {"timestamp": 1683550838.71824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027392864227294922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999795}, "timestamp": {"timestamp": 1683550838.8083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05103659629821777 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979556}, "timestamp": {"timestamp": 1683550838.939433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033681631088256836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997961}, "timestamp": {"timestamp": 1683550839.016488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038797855377197266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997966}, "timestamp": {"timestamp": 1683550839.122822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04048514366149902 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997971}, "timestamp": {"timestamp": 1683550839.22469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028496742248535156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979764}, "timestamp": {"timestamp": 1683550839.295717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04015326499938965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997981}, "timestamp": {"timestamp": 1683550839.383662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048288822174072266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979866}, "timestamp": {"timestamp": 1683550839.4734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03463554382324219 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979913}, "timestamp": {"timestamp": 1683550839.587962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04922604560852051 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 8.0}, {"feature": 1232.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2294.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2294.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006572943342427626 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011293466587131826 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005386769771575928 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004009723663330078 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 757 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979967}, "timestamp": {"timestamp": 1683550839.711568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04395914077758789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980015}, "timestamp": {"timestamp": 1683550839.810915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03357219696044922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998007}, "timestamp": {"timestamp": 1683550839.898602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03844261169433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980116}, "timestamp": {"timestamp": 1683550839.989121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045598506927490234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980164}, "timestamp": {"timestamp": 1683550840.083576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03376173973083496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998021}, "timestamp": {"timestamp": 1683550840.166234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046518802642822266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980265}, "timestamp": {"timestamp": 1683550840.265846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039650917053222656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998031}, "timestamp": {"timestamp": 1683550840.354536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07179808616638184 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998036}, "timestamp": {"timestamp": 1683550840.485552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04605746269226074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998041}, "timestamp": {"timestamp": 1683550840.580105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04069256782531738 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2751.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1267.0}, {"feature": 9.0}, {"feature": 2317.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006573604868133958 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011286029288689878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005392015154939145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026204586029052734 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 758 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980456}, "timestamp": {"timestamp": 1683550840.789426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02486705780029297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980503}, "timestamp": {"timestamp": 1683550840.862891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05101895332336426 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998055}, "timestamp": {"timestamp": 1683550840.956163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041673898696899414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999806}, "timestamp": {"timestamp": 1683550841.056212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03478193283081055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980646}, "timestamp": {"timestamp": 1683550841.131112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031842708587646484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980694}, "timestamp": {"timestamp": 1683550841.204045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03355669975280762 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980736}, "timestamp": {"timestamp": 1683550841.307374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042464494705200195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980783}, "timestamp": {"timestamp": 1683550841.397089}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03322935104370117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998083}, "timestamp": {"timestamp": 1683550841.473692}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025860071182250977 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998088}, "timestamp": {"timestamp": 1683550841.54064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030652761459350586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 1158.0}, {"feature": 5.0}, {"feature": 1490.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 1158.0}, {"feature": 5.0}, {"feature": 1490.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 795.0}, {"feature": 4.0}, {"feature": 1127.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006573205269727125 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011278597402057454 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002473592758178711 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 759 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998092}, "timestamp": {"timestamp": 1683550841.656495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024909019470214844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998097}, "timestamp": {"timestamp": 1683550841.725043}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04710865020751953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998101}, "timestamp": {"timestamp": 1683550841.813305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022214174270629883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998106}, "timestamp": {"timestamp": 1683550841.884722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02872323989868164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981105}, "timestamp": {"timestamp": 1683550841.957325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023569822311401367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998115}, "timestamp": {"timestamp": 1683550842.023507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0423130989074707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998119}, "timestamp": {"timestamp": 1683550842.107206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03440284729003906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981236}, "timestamp": {"timestamp": 1683550842.18807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0350346565246582 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998128}, "timestamp": {"timestamp": 1683550842.26323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032642364501953125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981326}, "timestamp": {"timestamp": 1683550842.341849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02480173110961914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006576055722880962 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011271448397650059 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003963947296142578 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 760 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998137}, "timestamp": {"timestamp": 1683550842.443643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033651113510131836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998141}, "timestamp": {"timestamp": 1683550842.541733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03250479698181152 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998145}, "timestamp": {"timestamp": 1683550842.622027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05767226219177246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999815}, "timestamp": {"timestamp": 1683550842.742428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027007102966308594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998154}, "timestamp": {"timestamp": 1683550842.809155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030896663665771484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998158}, "timestamp": {"timestamp": 1683550842.907688}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03862810134887695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981624}, "timestamp": {"timestamp": 1683550842.992839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022719144821166992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981666}, "timestamp": {"timestamp": 1683550843.065678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05068206787109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998171}, "timestamp": {"timestamp": 1683550843.184398}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026806116104125977 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998175}, "timestamp": {"timestamp": 1683550843.25188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025304079055786133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006572097581511414 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011264568801387374 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024275779724121094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 761 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998179}, "timestamp": {"timestamp": 1683550843.390481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07299542427062988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998183}, "timestamp": {"timestamp": 1683550843.51956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.19088959693908691 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981874}, "timestamp": {"timestamp": 1683550843.764949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03705906867980957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981916}, "timestamp": {"timestamp": 1683550843.845403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042116641998291016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998196}, "timestamp": {"timestamp": 1683550843.930053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055316925048828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981993}, "timestamp": {"timestamp": 1683550844.0303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02757406234741211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982035}, "timestamp": {"timestamp": 1683550844.106911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025608062744140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982077}, "timestamp": {"timestamp": 1683550844.180026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025821447372436523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998212}, "timestamp": {"timestamp": 1683550844.249068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03339576721191406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982154}, "timestamp": {"timestamp": 1683550844.36447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04112863540649414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006572701692491956 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011257187260982496 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002527952194213867 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 762 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982196}, "timestamp": {"timestamp": 1683550844.512463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022574901580810547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999817}, "timestamp": {"timestamp": 1683550844.588305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04147768020629883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981743}, "timestamp": {"timestamp": 1683550844.669423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046941518783569336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981785}, "timestamp": {"timestamp": 1683550844.757427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04910778999328613 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981827}, "timestamp": {"timestamp": 1683550844.849615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04287075996398926 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998186}, "timestamp": {"timestamp": 1683550844.934891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04710841178894043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981904}, "timestamp": {"timestamp": 1683550845.043156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03061366081237793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981946}, "timestamp": {"timestamp": 1683550845.123108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029515504837036133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998198}, "timestamp": {"timestamp": 1683550845.202844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05391812324523926 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982023}, "timestamp": {"timestamp": 1683550845.310767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04959273338317871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006569813826178758 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011250090359057768 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026221275329589844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 763 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998206}, "timestamp": {"timestamp": 1683550845.440209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022533178329467773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999821}, "timestamp": {"timestamp": 1683550845.507401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031162023544311523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982136}, "timestamp": {"timestamp": 1683550845.597175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034905433654785156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998218}, "timestamp": {"timestamp": 1683550845.673591}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028254270553588867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982214}, "timestamp": {"timestamp": 1683550845.743224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04763364791870117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982256}, "timestamp": {"timestamp": 1683550845.841679}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023940086364746094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998229}, "timestamp": {"timestamp": 1683550845.907628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02364945411682129 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982333}, "timestamp": {"timestamp": 1683550846.000746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025905370712280273 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998191}, "timestamp": {"timestamp": 1683550846.06763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02756500244140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981403}, "timestamp": {"timestamp": 1683550846.137631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03972792625427246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1358.0}, {"feature": 5.0}, {"feature": 1358.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2213.0}, {"feature": 4.0}, {"feature": 2213.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1358.0}, {"feature": 5.0}, {"feature": 1358.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2305.0}, {"feature": 5.0}, {"feature": 2305.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1358.0}, {"feature": 5.0}, {"feature": 1358.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2305.0}, {"feature": 5.0}, {"feature": 2305.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006575265509827326 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011243733797782912 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004441022872924805 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 764 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981445}, "timestamp": {"timestamp": 1683550846.305613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04638504981994629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981487}, "timestamp": {"timestamp": 1683550846.400039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024407386779785156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:00:46" ip_o: "10.100.200.10" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.10:57766:94.23.23.52:443" protocol: "TCP" port_o: "57766" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355085e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 29 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6622033280436881 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550847.153595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03229403495788574 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:00:46" ip_o: "10.100.200.10" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.10:57766:94.23.23.52:443" protocol: "TCP" port_o: "57766" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355085e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 30 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.5919148900429718 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550847.849244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0383756160736084 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:00:46" ip_o: "10.100.200.10" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.10:57766:94.23.23.52:443" protocol: "TCP" port_o: "57766" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355085e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 31 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.9598157299915329 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550848.949974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06025838851928711 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.093821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042917490005493164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.178348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03587031364440918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.255418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06299138069152832 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.360126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038581132888793945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.438132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03232216835021973 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2173.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2173.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006605798953815418 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001126803280372526 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005401110392995179 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0055582523345947266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 765 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.553238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03983330726623535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.641622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026899099349975586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.718314}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025887489318847656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.799357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042513370513916016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.884058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02706146240234375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.96275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027154207229614258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.08434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026704072952270508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.158499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03631019592285156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.237287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02335381507873535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.310183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02752399444580078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006640201201054508 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011300805132460918 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005404025432653725 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006361722946166992 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.454903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0648953914642334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.57485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03186225891113281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.65828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028098344802856445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.738424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04381370544433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.82893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044121503829956055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.919422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0624384880065918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.021859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04137468338012695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.102901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030394792556762695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.174517}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029998779296875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.246116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04161262512207031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 4.0}, {"feature": 849.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 4.0}, {"feature": 849.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3634.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3634.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 5991.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006653165058906747 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001129913396325582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005406940472312272 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004857063293457031 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 767 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.513862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0467219352722168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.615072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04828977584838867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.715412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04574751853942871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.817917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0302121639251709 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.892965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036850929260253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.973506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030313491821289062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.04403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03288412094116211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.118146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042638540267944336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.201862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027678251266479492 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.275295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04462075233459473 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 8787.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 7389.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 10185.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42040:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42040:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53681:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53681", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53681:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53681", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000665213260466165 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011291811563048813 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005408560100477189 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024521350860595703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 768 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.389848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030251264572143555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.461903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026597023010253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.53858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028450489044189453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.615676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03262782096862793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42040:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.692034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027158498764038086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42040:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.780618}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0325777530670166 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.854415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026126384735107422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.924056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03278160095214844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53681:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53681', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.01171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034043073654174805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53681:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53681', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.093811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0477597713470459 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3176.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3176.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2746.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000665151988327508 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011284480070032344 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410179728642106 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028841495513916016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 769 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.222488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027014493942260742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.308337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030287742614746094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.390531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028965473175048828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.49696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029408931732177734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.585855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04481172561645508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.674108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05791521072387695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.804121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0304720401763916 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.875765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026689529418945312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.949928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03383183479309082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.03038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029875993728637695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1273.0}, {"feature": 10.0}, {"feature": 2171.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 597.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 463.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 530.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1519.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 14.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1519.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006651556857879722 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011277150151551981 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410649755503982 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003103494644165039 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 770 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.130136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034912109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.20626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04671907424926758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.293621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04007315635681152 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.375054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03654670715332031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.457639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028107166290283203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.532558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028515100479125977 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.622791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029054880142211914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.698596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026516437530517578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.784239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04186749458312988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.867727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021973848342895508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 2649.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2626.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1283.0}, {"feature": 8.0}, {"feature": 2141.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1283.0}, {"feature": 10.0}, {"feature": 2857.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1283.0}, {"feature": 9.0}, {"feature": 2499.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14518:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14518", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 795.0}, {"feature": 8.0}, {"feature": 2285.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 2080.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14518:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14518", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 795.0}, {"feature": 8.0}, {"feature": 2285.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 2080.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006649611245547258 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011269963768004764 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410179728642106 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032045841217041016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 771 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.958292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027546405792236328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.037866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055556535720825195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.162498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06832718849182129 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.300627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04112863540649414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.397077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02731466293334961 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.473412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0282745361328125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.55078}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03764200210571289 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.633433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035820722579956055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14518:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14518', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.712424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03884625434875488 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14518:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14518', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.793677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034024953842163086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1384.0}, {"feature": 10.0}, {"feature": 2683.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1384.0}, {"feature": 10.0}, {"feature": 2683.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 1922.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1899.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006649230492700596 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011262667165556736 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410649755503982 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003249645233154297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 772 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.898975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02312946319580078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.962854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029898643493652344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.034387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023179054260253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.102806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025165081024169922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.184483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025248289108276367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.26539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023452043533325195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.337544}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02342081069946289 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.417528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02328801155090332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.506828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024638652801513672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.587484}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023569107055664062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006652177581208172 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001125567762792981 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005411119782365859 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004266262054443359 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 773 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.699953}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.057747840881347656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.815917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04165959358215332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.916499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028787612915039062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.019048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027973175048828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.09991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02380847930908203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.164822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02655768394470215 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.238121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027705669403076172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.324725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026459693908691406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.400839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040487051010131836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.514531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03289031982421875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006651845284604084 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011248407962396562 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005412959726527333 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033032894134521484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 774 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.631355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03443789482116699 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.734176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024869203567504883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.820156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025752544403076172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.892628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024170637130737305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.959079}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044075965881347656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.057476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02387070655822754 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.123606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02976083755493164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.195234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05023384094238281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.3099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027594327926635742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.379539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024384021759033203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550336.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 28.0}, {"feature": 24.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4564:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4564", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4564:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4564", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2045.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2045.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006650357587533372 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011241224777746505 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005414799670688808 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023870468139648438 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 775 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.473252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023904085159301758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550336.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.538423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026215791702270508 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.604085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03154563903808594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4564:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4564', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.682418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03651547431945801 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4564:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4564', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.804722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0380253791809082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.892779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030650854110717773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.989831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028045654296875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.058076}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03310966491699219 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.133537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027466535568237305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.205716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02779555320739746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000664804242332298 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011234164269062065 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005412959726527333 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002608776092529297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 776 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.745843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06042742729187012 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.852381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025786638259887695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.934557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039459943771362305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.043217}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025364160537719727 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.121132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03543901443481445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.198178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0252230167388916 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.265649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02749347686767578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.360684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05105018615722656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.474787}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02845025062561035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.563109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028813838958740234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 11583.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1273.0}, {"feature": 11.0}, {"feature": 2194.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1273.0}, {"feature": 12.0}, {"feature": 2217.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006657460207171124 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011229997596402493 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005414799670688808 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032737255096435547 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 777 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.668837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031247377395629883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.7614}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02573084831237793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.846308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0353238582611084 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.940092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05256509780883789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.034869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03148031234741211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.111349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029331207275390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.196843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03910493850708008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.292566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028681278228759766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.377111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047904253005981445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.468101}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025341272354125977 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1273.0}, {"feature": 11.0}, {"feature": 2194.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1273.0}, {"feature": 10.0}, {"feature": 2171.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42046:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42046", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006666499281907813 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011225606082836928 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005417409702204168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005092620849609375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 778 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.565047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03728604316711426 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.660761}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04916667938232422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.759971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03680300712585449 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42046:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42046', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.840022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024350404739379883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.907674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02476048469543457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.973188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044725894927978516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.069404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037340641021728516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.160143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053130149841308594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.254628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058089494705200195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.364359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04111647605895996 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006678973210871516 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011223792753642058 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005420019733719528 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036461353302001953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 779 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.500266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03235149383544922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.57285}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03227996826171875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.645225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028048276901245117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.719997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03545331954956055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.798741}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03891396522521973 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.888621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030645370483398438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.974916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025549888610839844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.062359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042413949966430664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.159138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04764604568481445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.256427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04542899131774902 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006682104886306498 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011216936266942859 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005425519775599241 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002967357635498047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 780 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.409834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03304791450500488 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.491986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021956443786621094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.564015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024129629135131836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.640397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046910762786865234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.742267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02736687660217285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.820126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02457141876220703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.905775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022254228591918945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.989254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025400161743164062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550864.071062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032662391662597656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550864.152575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02432870864868164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000669015219098818 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011212005646113927 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005431019817478955 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035276412963867188 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 781 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 9.34600830078125e-05 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.325304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022026777267456055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.403191}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037430763244628906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.483522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027008056640625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.560772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0276336669921875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957293}, "timestamp": {"timestamp": 1683550864.637303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03183293342590332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996441}, "timestamp": {"timestamp": 1683550864.726067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02799534797668457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969494}, "timestamp": {"timestamp": 1683550864.808396}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02293682098388672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997331}, "timestamp": {"timestamp": 1683550864.901673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05658459663391113 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997627}, "timestamp": {"timestamp": 1683550865.012918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03350496292114258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 1945.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006696602584623858 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011206284524307266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005431934841908514 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002881765365600586 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 782 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99978644}, "timestamp": {"timestamp": 1683550865.127978}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02448749542236328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957407}, "timestamp": {"timestamp": 1683550865.212466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07543492317199707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996096}, "timestamp": {"timestamp": 1683550865.352939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04147005081176758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963963}, "timestamp": {"timestamp": 1683550865.445252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02701282501220703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996654}, "timestamp": {"timestamp": 1683550865.521613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03569626808166504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996877}, "timestamp": {"timestamp": 1683550865.616072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03935360908508301 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970716}, "timestamp": {"timestamp": 1683550865.722754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03163337707519531 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995744}, "timestamp": {"timestamp": 1683550865.802128}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03514814376831055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995981}, "timestamp": {"timestamp": 1683550865.906074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02609539031982422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961925}, "timestamp": {"timestamp": 1683550865.974938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0343785285949707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006699332453567406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011199386423733028 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005432849866338074 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036165714263916016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 783 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963826}, "timestamp": {"timestamp": 1683550866.096103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024728775024414062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996555}, "timestamp": {"timestamp": 1683550866.164186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04215502738952637 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967116}, "timestamp": {"timestamp": 1683550866.271287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026747703552246094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968547}, "timestamp": {"timestamp": 1683550866.340205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03082275390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996986}, "timestamp": {"timestamp": 1683550866.420554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03249096870422363 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997106}, "timestamp": {"timestamp": 1683550866.505925}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035143136978149414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972177}, "timestamp": {"timestamp": 1683550866.583277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030942440032958984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997321}, "timestamp": {"timestamp": 1683550866.656642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024135351181030273 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965584}, "timestamp": {"timestamp": 1683550866.720975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04296875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996677}, "timestamp": {"timestamp": 1683550866.835364}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04809069633483887 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006697961850607369 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011192307389674085 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005433685146272182 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026471614837646484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 784 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996788}, "timestamp": {"timestamp": 1683550867.017416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03312802314758301 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961174}, "timestamp": {"timestamp": 1683550867.110204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03208422660827637 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962384}, "timestamp": {"timestamp": 1683550867.205561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03207731246948242 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996352}, "timestamp": {"timestamp": 1683550867.285933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030662059783935547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964595}, "timestamp": {"timestamp": 1683550867.373387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03728175163269043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996561}, "timestamp": {"timestamp": 1683550867.452745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024927139282226562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996656}, "timestamp": {"timestamp": 1683550867.5182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04443955421447754 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996747}, "timestamp": {"timestamp": 1683550867.608515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032355308532714844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968326}, "timestamp": {"timestamp": 1683550867.687594}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03265810012817383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969137}, "timestamp": {"timestamp": 1683550867.764721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030751466751098633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1273.0}, {"feature": 12.0}, {"feature": 2217.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1273.0}, {"feature": 12.0}, {"feature": 2217.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006698285058959369 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011185179920752233 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005434520426206291 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031557083129882812 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 785 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969906}, "timestamp": {"timestamp": 1683550868.19585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03725910186767578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996442}, "timestamp": {"timestamp": 1683550868.281096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02670884132385254 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996527}, "timestamp": {"timestamp": 1683550868.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02349090576171875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996608}, "timestamp": {"timestamp": 1683550868.427941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04002070426940918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996685}, "timestamp": {"timestamp": 1683550868.523176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028488874435424805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967587}, "timestamp": {"timestamp": 1683550868.613239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03478884696960449 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996829}, "timestamp": {"timestamp": 1683550868.693677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03615546226501465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968964}, "timestamp": {"timestamp": 1683550868.806072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047551631927490234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969614}, "timestamp": {"timestamp": 1683550868.94062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04117774963378906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970233}, "timestamp": {"timestamp": 1683550869.03151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033048391342163086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1620.0}, {"feature": 6.0}, {"feature": 1620.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2397.0}, {"feature": 6.0}, {"feature": 2397.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1620.0}, {"feature": 6.0}, {"feature": 1620.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2305.0}, {"feature": 5.0}, {"feature": 2305.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1620.0}, {"feature": 6.0}, {"feature": 1620.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2397.0}, {"feature": 6.0}, {"feature": 2397.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006697601884598761 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011178078790163733 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005435225320979953 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002834796905517578 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 786 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997083}, "timestamp": {"timestamp": 1683550869.159694}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047518014907836914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971396}, "timestamp": {"timestamp": 1683550869.253027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04498767852783203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997195}, "timestamp": {"timestamp": 1683550869.347905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02328658103942871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997248}, "timestamp": {"timestamp": 1683550869.420567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028682947158813477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997299}, "timestamp": {"timestamp": 1683550869.501363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03376030921936035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354 timestamp: "08/05/2023 13:01:09" ip_o: "10.100.200.10" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.10:57766:94.23.23.52:443" protocol: "TCP" port_o: "57766" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355085e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 32 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.8800310270162299 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.98999935}, "timestamp": {"timestamp": 1683550870.45938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030005455017089844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354 timestamp: "08/05/2023 13:01:09" ip_o: "10.100.200.10" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.10:57766:94.23.23.52:443" protocol: "TCP" port_o: "57766" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355085e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 33 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6197612410178408 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.98999935}, "timestamp": {"timestamp": 1683550871.159473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024821043014526367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:01:09" ip_o: "10.100.200.10" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.10:57766:94.23.23.52:443" protocol: "TCP" port_o: "57766" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355085e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 34 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6733630420058034 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550871.902943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0363306999206543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550871.981307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04016304016113281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.074072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05062460899353027 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006694214651804877 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011171378461152658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005434520426206291 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025510787963867188 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 787 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.212245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028081417083740234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.289004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048981428146362305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.395649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04171347618103027 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.495597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033919572830200195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.571316}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0730440616607666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.701411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04677772521972656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.800716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02830052375793457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.874806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037201881408691406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.954672}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024936914443969727 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.021467}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030828237533569336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006693433046868061 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011164309304918874 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005435225320979953 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024056434631347656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 788 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.150891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044867753982543945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.244793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0380399227142334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.329154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047438621520996094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.442478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03315567970275879 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.522745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031061649322509766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.59847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036917924880981445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.685638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040628910064697266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.777035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061219215393066406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.893461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05930805206298828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.005452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032537221908569336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006696773967847313 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011157626240218957 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005435930215753615 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025892257690429688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 789 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.11083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03316044807434082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.21291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05065655708312988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.312058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04291677474975586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.397573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023651838302612305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.476424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031003236770629883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.55231}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0607147216796875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.66287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05900073051452637 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.80996}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.20404744148254395 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.069419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.1100151538848877 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.228251}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05115222930908203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000670389436727649 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001115235580883001 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005437470099423081 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032694339752197266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 790 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.376144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03070855140686035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.451115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03398728370666504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.527579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029016733169555664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.601138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032820940017700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.684255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03316903114318848 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.765082}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03058028221130371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.840354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040221214294433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.922587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029221296310424805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.997522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02921748161315918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.069286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03353595733642578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006708987345671759 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001114622329406215 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005439009983092546 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034971237182617188 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 791 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.176639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03264737129211426 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.255125}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028896331787109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.327673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04157519340515137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.415025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041010379791259766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.531077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028102397918701172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.614189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029307842254638672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.704832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049152374267578125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.79753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02672576904296875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.867849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02823805809020996 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.939721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032727718353271484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42046:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42046", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42046:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42046", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006713518724986117 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011139913334798598 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005440280074253678 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031850337982177734 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 792 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.041256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04653644561767578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.141133}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03625988960266113 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.232412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0341644287109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.329822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03161811828613281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.410887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029164791107177734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42046:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42046', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.491914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03336644172668457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42046:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42046', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.569081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0409395694732666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.686088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032274723052978516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.761749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027965545654296875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.838042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027730941772460938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006718143404867796 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011133647953420602 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000544155016541481 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037178993225097656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 793 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.956617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02857065200805664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.034261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03133440017700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.131601}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061077117919921875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.247413}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040294647216796875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.357168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0302278995513916 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.434582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03278660774230957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.510738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05080056190490723 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.611158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035573482513427734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.703911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027434587478637695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.792135}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03336000442504883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000672697852616684 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011129415945811028 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442044930532575 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039520263671875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 794 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.367674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029271364212036133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.449992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05904078483581543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.568145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042548179626464844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.654246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027939796447753906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.724682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026713848114013672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.809245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036823272705078125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.888835}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024801254272460938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.956012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03588604927062988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.05367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030382394790649414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.137035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03125143051147461 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 3204.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006741490289012451 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001112992835148122 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0045549869537353516 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 795 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.296054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044147491455078125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.413955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0335080623626709 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.511854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04488658905029297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.601924}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028920650482177734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.672477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029358386993408203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.744403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03464031219482422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.834855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036061763763427734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.933751}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028145313262939453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.013615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04069232940673828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.107273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028752565383911133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 588.0}, {"feature": 8.0}, {"feature": 1053.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744934145177494 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011123358830947066 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036330223083496094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 796 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.222691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02636551856994629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.299434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025683164596557617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.386038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027449607849121094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.462291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025815963745117188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.536042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035942792892456055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.614483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034041643142700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.696321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03984498977661133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.788393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03084421157836914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.860158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025289058685302734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.926469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032174110412597656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744034842201222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001111640732839406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036542415618896484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 797 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.066539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035523176193237305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.174441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0529327392578125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.269816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03388261795043945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.361964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03945636749267578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.443686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038451194763183594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.526642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029012203216552734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.608383}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037915706634521484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.703524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024967193603515625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.789137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025316238403320312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.856115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02917003631591797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006743229109120502 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011109463264700737 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029244422912597656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 798 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.960771}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03772568702697754 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.047985}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02318120002746582 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.11378}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024349689483642578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.187748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028906822204589844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.263883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03594541549682617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.347432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0252685546875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.421332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024405241012573242 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.499917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027327537536621094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.585223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028087615966796875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.66152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025867462158203125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006740797370513703 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011102721494401064 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026979446411132812 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 799 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.812147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02673792839050293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.891934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02905583381652832 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.97211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027428388595581055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.051812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027489662170410156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.141447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029484272003173828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.216901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05122971534729004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.317561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029364824295043945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.397053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023089170455932617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.467749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025130033493041992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.538204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029071569442749023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006738772736571264 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001109592771094178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035872459411621094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 800 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.725154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028500080108642578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.79989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03030848503112793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.885987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032831430435180664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.968521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04535794258117676 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.072188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03543806076049805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.158215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0426332950592041 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.244967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06514358520507812 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.354634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03301405906677246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.432066}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029700040817260742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.511111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0289154052734375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006736773008087676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011089143497906848 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033829212188720703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 801 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.644202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031090497970581055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.731429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027085065841674805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.832748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030315160751342773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.9245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03879094123840332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.014735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028367280960083008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.092098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02785968780517578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.16193}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03922247886657715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.254636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031661033630371094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.335535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030843257904052734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.438097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05121278762817383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006736286582995411 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011082236461203445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002729177474975586 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 802 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.826037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02475881576538086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.896461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02553701400756836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.986793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02638840675354004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.064088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02598118782043457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.147808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03207802772521973 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.23695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04392409324645996 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.344318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023746967315673828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02637457847595215 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.518264}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02376413345336914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.598923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02265191078186035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006732777633662492 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011075779583425004 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002351522445678711 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 803 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.711772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027684688568115234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.788271}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026763916015625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.856609}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02270340919494629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.920708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022777080535888672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.998511}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026016950607299805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.066014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02624344825744629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.133557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032634735107421875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.232822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047469377517700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.35915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0594329833984375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.485579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029671430587768555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006733452288760568 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011068906027611582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003875732421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 804 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.598905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03444647789001465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.685766}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04586386680603027 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.793585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05274653434753418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.91908}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03851795196533203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.00866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03570199012756348 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.106486}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026334285736083984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.188192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04880404472351074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.291617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03410029411315918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.37816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029166460037231445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.448391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0359957218170166 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006730009813978111 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011062459444148903 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020339488983154297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 805 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.553461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026624202728271484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.624389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03503084182739258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.706273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05145978927612305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.813817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025231122970581055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.914489}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03417038917541504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.002581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026556015014648438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.091495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030721664428710938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.174498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039132118225097656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.266189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0278475284576416 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550336.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.348695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03842926025390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 24.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006728140918495221 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011055721906576017 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442044930532575 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003761768341064453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 806 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.46505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04040050506591797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.572161}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030064105987548828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.646963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029044628143310547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.718048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03414034843444824 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.799267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04623842239379883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.903447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04295182228088379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.995781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024054765701293945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.067473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026414155960083008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.138919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022849559783935547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.209141}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03953886032104492 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006726510843545974 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011048966810684316 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000544155016541481 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029878616333007812 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 807 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.33283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03480052947998047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.413273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02270960807800293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.498026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042063236236572266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.585461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026278018951416016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.656343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028772592544555664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.732491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384518623352051 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.812891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02286505699157715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.888565}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03795170783996582 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.970212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031568288803100586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.066403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038938045501708984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006724109282886545 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011042338214954067 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005440280074253678 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020215511322021484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 808 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.180718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02983689308166504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.254453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030059814453125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.327886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02691793441772461 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.406469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025740623474121094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.476842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04669690132141113 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.573655}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05467057228088379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.686341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02858257293701172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.767785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03348541259765625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.845948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0234682559967041 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.915607}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034372806549072266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 14379.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 15777.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 17175.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42048:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42048", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21768.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42048:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42048", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21768.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1592.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006730786490320874 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011037143520061376 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000544155016541481 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028400421142578125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 809 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.02496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03839874267578125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.137363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029647111892700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.226651}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025536537170410156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.319902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04008150100708008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.40422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04395413398742676 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.493468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053671836853027344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.613412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026136398315429688 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.684793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02353525161743164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42048:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42048', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.750449}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03398895263671875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42048:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42048', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.827522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03082108497619629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006733183606016093 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001103053908352504 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442044930532575 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.009227752685546875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 810 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.932952}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02690887451171875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.006182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03360581398010254 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.085019}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04247641563415527 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.173113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03789210319519043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.266772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04391646385192871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.356311}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029321670532226562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.432017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03160214424133301 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.510027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026573896408081055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.594025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03589129447937012 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.683576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05281972885131836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006740498175653921 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001102570187069709 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031702518463134766 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 811 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.191171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028592824935913086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.271327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05628776550292969 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.370104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04575061798095703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.470496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05958080291748047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.591753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03745126724243164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.672323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05276656150817871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.769889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03126692771911621 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.890637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04034590721130371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.975402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03891324996948242 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.077105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03710341453552246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2480.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744573363034155 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011019521686260118 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030422210693359375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 812 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.200518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03132057189941406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.289469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05440187454223633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.397695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04575085639953613 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.492445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05995297431945801 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.598971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03587698936462402 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.683891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039891719818115234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.776564}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026717424392700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.849405}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03321695327758789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.950862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05834484100341797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.070851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024710893630981445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 30.0}, {"feature": 26.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006761640578916188 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011023476100552084 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0048139095306396484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 813 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.192747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02765679359436035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550336.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.282325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02666187286376953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02507472038269043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.418505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022973299026489258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.491278}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02205491065979004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.555258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02737259864807129 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.62553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03335690498352051 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.704997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0409550666809082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.814392}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03136038780212402 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.907828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030537843704223633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 18573.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006774241008615026 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011022559694017432 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003905773162841797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 814 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.059967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027482032775878906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.160137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04812049865722656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.264791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038545846939086914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.351806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02362990379333496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.416765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02559208869934082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.492698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02531743049621582 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.563479}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04182791709899902 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.657518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040749311447143555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.749691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061719655990600586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.853315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021332502365112305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006774829167078472 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011015808092919707 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450100288726389 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029447078704833984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 815 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.948108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02403998374938965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.030439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024910688400268555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.117749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04360485076904297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.214201}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051573991775512695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.322918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033746957778930664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.410508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026645660400390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.51818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03616023063659668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.6031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0229032039642334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.670878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032337188720703125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.78492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027234554290771484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006771848114594297 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011009385076411887 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020682811737060547 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 816 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.878596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02248859405517578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.943754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02329564094543457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.009786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0464479923248291 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.099126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02056574821472168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.167536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03524017333984375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.249465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.019880294799804688 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.312199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02022552490234375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.388438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02522587776184082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.457487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02208685874938965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.523292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026389360427856445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006768633037260671 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011003028623237509 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022268295288085938 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 817 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.632452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02809429168701172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.706203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021829843521118164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.770722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033003807067871094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.856351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024734020233154297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.924029}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02887439727783203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.005983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0380711555480957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.091536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04852771759033203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.187516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04445338249206543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.280748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05106329917907715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.377645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021735191345214844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006766339634775132 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010996496388784361 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021393299102783203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 818 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.463153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021836042404174805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.528355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021242618560791016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.602583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0428767204284668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.68948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03204751014709473 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.765734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039613962173461914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.846976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02050185203552246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.909198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023447513580322266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.985912}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026272058486938477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.069561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026090383529663086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.153708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04188227653503418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006766189134228287 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010989781813482739 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032625198364257812 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 819 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.43379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031629323959350586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.50986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029294729232788086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.587633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0403590202331543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.673499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03638863563537598 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.755829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03511667251586914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.835169}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027470827102661133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.913537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03346443176269531 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.000258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03262805938720703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.086527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04882025718688965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.195117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035050392150878906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006763898818640084 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010983274259219883 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003343820571899414 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 820 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.309561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04856109619140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.417824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03470802307128906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.504779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028684616088867188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.591906}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03573298454284668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.689951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04951310157775879 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.783915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026450157165527344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.854095}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027929306030273438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.92576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03069162368774414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.003017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.13132667541503906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.192218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08082079887390137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000676208895409364 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010976705610649133 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.011511802673339844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 821 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.370327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03436684608459473 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.463198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03332233428955078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.574263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07030224800109863 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.740485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09521842002868652 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.893062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05716896057128906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.003323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03973054885864258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.094263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052181243896484375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.200536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03533577919006348 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.287409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07628440856933594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.423416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0377805233001709 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 8.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006761192361124023 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010970056831743511 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004800558090209961 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 822 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.567676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03510928153991699 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.648725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03140759468078613 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.755196}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029024362564086914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.82868}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02848076820373535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.908151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03573274612426758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.997727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02459263801574707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.075791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03985595703125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.167886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03367352485656738 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.25253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03817296028137207 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.356342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04218912124633789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006762283159938176 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010963434735112455 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002757549285888672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 823 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.501136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049877166748046875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.607151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02974104881286621 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.68617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024573564529418945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.756566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03144979476928711 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.841566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028363704681396484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.921377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026488304138183594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.990081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027477025985717773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.06039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03770017623901367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.141856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03503894805908203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.221015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026844024658203125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1592.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2050.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2050.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3652.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3629.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006762833216677429 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010956791509115324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028998851776123047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.31939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029140710830688477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.412252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029504776000976562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.526297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027120351791381836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.627641}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03251838684082031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.70876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04219532012939453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.798987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04256319999694824 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.887444}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036327362060546875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.967163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029293537139892578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.040333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02743077278137207 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.114254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03396177291870117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2480.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2334.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 18.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006760705309694238 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010950319380419852 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027806758880615234 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 825 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.225822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03482770919799805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.326004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03433966636657715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.411475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027663707733154297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.497061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03975486755371094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.602001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032492637634277344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.679746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0352783203125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.797402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02695322036743164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.887319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0296628475189209 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.966051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026280879974365234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.037042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024870634078979492 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 19971.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006759399831459629 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001094375308928298 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002212047576904297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 826 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.138104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027420520782470703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.208781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026171207427978516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.291869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035527706146240234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.375571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02398371696472168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.447037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03102850914001465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.531738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03171086311340332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.613175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034850120544433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.69714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02570819854736328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.776841}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031352996826171875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.858028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033895015716552734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006760643531755288 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010937192958973504 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450100288726389 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003643512725830078 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 827 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.962758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02834010124206543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.038298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025567293167114258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.138877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03807187080383301 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.228545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02433466911315918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.307492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027982711791992188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.386214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08877730369567871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.548463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022952556610107422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.630833}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026464223861694336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.703892}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03034830093383789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.81945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04643821716308594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 5991.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 2796.0}, {"feature": 2.0}, {"feature": 2796.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 1712.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006764604409021698 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010931179854337064 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450125026982278 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0047490596771240234 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 828 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.237871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026993751525878906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.331669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02582097053527832 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.414795}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03343653678894043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.498466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035359859466552734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.587541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028496503829956055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.664459}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045220375061035156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.757187}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024961471557617188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.826268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025815963745117188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.908045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031838417053222656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.007472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04465436935424805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 7389.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 8787.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 10185.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006775097202917446 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010928756397691607 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450149765238166 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036690235137939453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 829 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.167715}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03352212905883789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.253811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03753471374511719 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.345026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02613377571105957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.421656}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04264330863952637 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.537434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030383825302124023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.626808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04656529426574707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.735954}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05865836143493652 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.867433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02420663833618164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.934203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027520418167114258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.008439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03589320182800293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006784773856704404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010925723826410295 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450845055747777 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032253265380859375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 830 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.115284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029198169708251953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.189819}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02814936637878418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.262154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033322811126708984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.348808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024982690811157227 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.426814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027323484420776367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.512536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04992055892944336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.613796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04537463188171387 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.709554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029595613479614258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.801306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03839731216430664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.886476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03167986869812012 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006788570157736406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010919695740525767 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005451540346257389 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003247499465942383 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 831 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.985729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037012577056884766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.075194}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03714919090270996 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.174158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024540424346923828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.24936}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04479694366455078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.350582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03187823295593262 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.432438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047179222106933594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.5253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02377629280090332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.603662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023177146911621094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.671846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036305904388427734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.752913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.059537410736083984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006792866924325398 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010913834346514037 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005455670179799199 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028221607208251953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 832 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.90562}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02771925926208496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.996246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030917882919311523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.114118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05814075469970703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.227999}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07249832153320312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.361625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.059938669204711914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.477299}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024499177932739258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.548575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027279376983642578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.636224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026361465454101562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.723634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023805856704711914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.806134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031035423278808594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2329.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 28.0}, {"feature": 24.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006797932102210766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001090825992653811 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000545980001334101 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026683807373046875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 833 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.938506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02585625648498535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.041472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027611255645751953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.124057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034459829330444336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.212237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03136277198791504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.287504}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02463555335998535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.355639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0303955078125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.430326}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035639286041259766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.511055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0283200740814209 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.589658}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0270998477935791 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.661202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025420188903808594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006799231523735007 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010901782749624081 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034492015838623047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 834 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.778225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02544999122619629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.857143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029694557189941406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.931522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029024839401245117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.008578}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028191089630126953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.08743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02761363983154297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.159893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022093772888183594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.226154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02725815773010254 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.306872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026505708694458008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.384739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02630138397216797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.455215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02669072151184082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2485.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006798402719969253 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010895279071005078 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460510146804154 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026175975799560547 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 835 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.552256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025750398635864258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.629605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021757125854492188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.716938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0314786434173584 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.793524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02402639389038086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.871813}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022348880767822266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.946522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028110742568969727 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.022087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025719642639160156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.101501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045986175537109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.194384}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04336428642272949 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.299859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04359078407287598 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006795578949408534 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010889066530793915 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023343563079833984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 836 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.41344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027045011520385742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.494416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026797056198120117 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.570292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030109167098999023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.667686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04489302635192871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.78742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03478884696960449 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.899438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054110050201416016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.02318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04242396354675293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.11669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02471637725830078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.190605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038602590560913086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.274171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02646636962890625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006795628257807937 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010882559861406555 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460510146804154 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034880638122558594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 837 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.570375}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03605222702026367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.668026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025114059448242188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.735563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03400015830993652 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.822602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04297494888305664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.93272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03491067886352539 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550848.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.020341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038484811782836914 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.105728}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0399928092956543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.191977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027919769287109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.266782}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021162748336791992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.334209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02100992202758789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006793963832353955 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010876171347296059 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002470731735229492 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 838 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.438129}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03175067901611328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.520707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04565787315368652 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.618654}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04073953628540039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.702665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056421756744384766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.805507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02858114242553711 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.87872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04176664352416992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.979881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04506683349609375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.100385}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06677389144897461 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.223649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02653217315673828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.303419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04190683364868164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006791202981259199 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010869981604137938 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000545980001334101 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003083467483520508 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 839 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.421877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04052925109863281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.530495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038110971450805664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.620113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04804515838623047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.731034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03787660598754883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.834821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026205778121948242 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.910508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02813887596130371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.990456}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034972429275512695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.070261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05529308319091797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.175902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03370976448059082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.254451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029760360717773438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006787973965401761 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010863912069053563 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005455670179799199 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020623207092285156 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 840 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.372836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04507136344909668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.467295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031071186065673828 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.553894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028549671173095703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.638946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037461042404174805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.72123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037566423416137695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.80914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04405522346496582 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.899173}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035764455795288086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.979555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03920412063598633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550924.077274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03235626220703125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550924.153933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030687332153320312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 20.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42042:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42042", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006789468693509299 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010857537648700727 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000545980001334101 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034372806549072266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 841 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0001575946807861328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.396587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03318023681640625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.480799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027716636657714844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.556198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045690298080444336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.64717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03438854217529297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.728602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032434701919555664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.837216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03350996971130371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.923879}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03442955017089844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.020172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027420759201049805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.107911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04320979118347168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42042:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42042', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42042:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42042", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 31.0}, {"feature": 27.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 30.0}, {"feature": 26.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000679167978727699 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010851277718081024 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003417491912841797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 842 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.24229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04532337188720703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42042:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42042', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.342205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03878021240234375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.446206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045218467712402344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.552394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03909015655517578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.645723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0372622013092041 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.733409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026021480560302734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.827171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032076358795166016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.929777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025079727172851562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550926.019045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02539992332458496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550926.112202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03443312644958496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 23.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1227.0}, {"feature": 5.0}, {"feature": 1227.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2313.0}, {"feature": 5.0}, {"feature": 2313.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1227.0}, {"feature": 5.0}, {"feature": 1227.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2313.0}, {"feature": 5.0}, {"feature": 2313.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1227.0}, {"feature": 5.0}, {"feature": 1227.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2213.0}, {"feature": 4.0}, {"feature": 2213.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 21369.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000680579602746525 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010852572597528135 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460510146804154 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036973953247070312 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 843 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550926.23628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024368762969970703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998983}, "timestamp": {"timestamp": 1683550926.309611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02452373504638672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99990296}, "timestamp": {"timestamp": 1683550926.384926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025862455368041992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99990714}, "timestamp": {"timestamp": 1683550926.466569}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027012109756469727 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999911}, "timestamp": {"timestamp": 1683550926.537722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028171539306640625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:02:06" ip_o: "10.100.200.15" ip_d: "91.121.140.167" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.15:59218:91.121.140.167:443" protocol: "TCP" port_o: "59218" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355098e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 35 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6842516050091945 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550927.294147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03752779960632324 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:02:06" ip_o: "10.100.200.15" ip_d: "91.121.140.167" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.15:59218:91.121.140.167:443" protocol: "TCP" port_o: "59218" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355098e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 36 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.5006814820226282 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550927.891746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03133082389831543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:02:06" ip_o: "10.100.200.15" ip_d: "91.121.140.167" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.15:59218:91.121.140.167:443" protocol: "TCP" port_o: "59218" port_d: "443" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355098e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 37 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.5491672999924049 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.516469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02338433265686035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.597676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02586960792541504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.681983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035997867584228516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 11583.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006818800806829273 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001085271191782329 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005467075097840279 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003778696060180664 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 844 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.812274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025565385818481445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.90666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038491249084472656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.001283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03458523750305176 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.093369}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03613758087158203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.207881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02858138084411621 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.304695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04799151420593262 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.411357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027248859405517578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.488851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024805068969726562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.568345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042449951171875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.66112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026077985763549805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006828939090290013 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010850286637468659 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005473640048876405 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.01785755157470703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 845 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.786822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05199480056762695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.891888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02959275245666504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.97904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05634164810180664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.084736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02887701988220215 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.168481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043469905853271484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.256576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04087567329406738 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.344186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.11081123352050781 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.522016}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040883541107177734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.638796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02833724021911621 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.719606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04056596755981445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 1712.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000683648059247546 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001084608775629494 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000547441013623029 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004210710525512695 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 846 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.251476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03484988212585449 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.342662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02784562110900879 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.444987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03392314910888672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.536735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0243685245513916 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.636962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02980351448059082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.724585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02896904945373535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.815471}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02975773811340332 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.901182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028649568557739258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.989097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05485677719116211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.093666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06783032417297363 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 26.0}, {"feature": 25.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 24.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836823519971332 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010839687805277976 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005475180223584175 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028297901153564453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 847 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.247068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047191619873046875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.345808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030997514724731445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.426583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03121209144592285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.51478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030585050582885742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.611541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038236379623413086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.695553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04605889320373535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.785408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03381681442260742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.871052}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0385894775390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.960109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05228447914123535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.05982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028650522232055664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006834256994995983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010833552095437643 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000547441013623029 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020928382873535156 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 848 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.172153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030435800552368164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.247767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032853126525878906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.33982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06522059440612793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.452493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023614168167114258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.522627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027747154235839844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.603775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03099346160888672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.680342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029901981353759766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.761132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025954008102416992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.839535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03735637664794922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.93581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039044857025146484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2334.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006838353076243271 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010827827046132321 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005475180223584175 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003396749496459961 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 849 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.075896}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0925753116607666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.222878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0657505989074707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.34023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026508331298828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.418465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05953836441040039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.534625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07511210441589355 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.665242}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05155181884765625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.763293}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042929649353027344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.85527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03067779541015625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.933627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02707505226135254 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.013706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04872941970825195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836431507733377 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010821600705786664 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000547441013623029 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002373933792114258 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 850 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.140851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03857541084289551 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.225942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04767775535583496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.318719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04207301139831543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.406227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05749392509460449 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.513132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030544281005859375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.591065}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03503131866455078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.671228}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02649831771850586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.74832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025333404541015625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.819889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029266357421875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.897418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022690773010253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 23.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 26.0}, {"feature": 24.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 21.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 20.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006835538990791235 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010815271972493886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005475180223584175 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024156570434570312 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 851 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.993543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029170513153076172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.066663}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03341317176818848 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.149132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02805948257446289 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.244647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03267383575439453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.325773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03182840347290039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.416726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024944782257080078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.505321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0279848575592041 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.593313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02311539649963379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.687431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02527308464050293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.761519}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025233745574951172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 3199.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836182254742603 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010808939407456627 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005478110106196254 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003542184829711914 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 852 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.891615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03041815757751465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.980805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03825569152832031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.0935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028179645538330078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.184189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034471750259399414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.276036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05236387252807617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.387724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0265653133392334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.484324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040291547775268555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.567749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040737152099609375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.654553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027994632720947266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.727046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024098634719848633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2196.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2196.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42044:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42044", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42044:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42044", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00068353054879052 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010802632025960286 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481039988808334 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002947568893432617 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 853 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.833012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027950525283813477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.906818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03115081787109375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.983138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028541088104248047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42044:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42044', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.05638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03410840034484863 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42044:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42044', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.135763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031737565994262695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.2145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025578737258911133 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.291737}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04174351692199707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.388182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02488255500793457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.469799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02991175651550293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.556033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027280569076538086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006832550001708001 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010796605387317702 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005478110106196254 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025157928466796875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 854 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.686758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04355287551879883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.808074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03143501281738281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.896916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025962114334106445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.968226}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0329129695892334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.047337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028644800186157227 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.121513}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034954071044921875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.206613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03020501136779785 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.286152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04335927963256836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.380175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03150343894958496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.457558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04632091522216797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006832092141934087 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001079029803160059 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481039988808334 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003564119338989258 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 855 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.210573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03372836112976074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.303873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0416102409362793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.424576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025560617446899414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.498709}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03379964828491211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.576631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026529312133789062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.646826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038014888763427734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.729308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03548479080200195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.809772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03381681442260742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.925793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030965089797973633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.006424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026880264282226562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 6.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006829053704805289 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001078435941909586 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005478110106196254 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019392967224121094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.112391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02387237548828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.179524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03149056434631348 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.286568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03331732749938965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.364223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02297353744506836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.43138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026204347610473633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.53567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024886131286621094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.615505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04092884063720703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.715441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04432249069213867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.814939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022760391235351562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.893976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02376389503479004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 24.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006834130584508997 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010779089129838227 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481039988808334 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035533905029296875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 857 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.99468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03061819076538086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.095992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07351183891296387 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.240423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0457768440246582 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.332428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026506662368774414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.412176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021515846252441406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.48806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03710365295410156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.578851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045468807220458984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.69376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03433847427368164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.78229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03251004219055176 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.860786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02799510955810547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006838605991816517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010773602434459785 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481514963321388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002808809280395508 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 858 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.980485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03026556968688965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.07432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05034685134887695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.171491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03162193298339844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.269933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0244600772857666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.339377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021322011947631836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.408243}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03110790252685547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.488121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028148651123046875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.57034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028366804122924805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.646319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02535724639892578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.717726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03536677360534668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 17175.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 15777.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006842516939051675 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001076793899191986 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481989937834442 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031290054321289062 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 859 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.846387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025644302368164062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.919307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025911331176757812 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.016179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0457766056060791 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.106752}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026262521743774414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.187661}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0215451717376709 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.258373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03849029541015625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.354964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0269777774810791 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.424957}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025795459747314453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.518944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026451826095581055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.591099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03417015075683594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 14379.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 22767.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006843447036158596 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010761711266753773 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005485049914568663 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002557516098022461 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 860 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.710451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024977684020996094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.780098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02720189094543457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.853721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025909900665283203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.927724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033774375915527344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.007183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0284116268157959 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.084244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02187490463256836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.14991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04453420639038086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.238739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07189083099365234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.357563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021074533462524414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.425736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030165433883666992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47546:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47546", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47546:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47546", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47546:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47546", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006847531580973014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010756126889918925 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005488109891302884 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004270792007446289 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 861 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.546803}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038434505462646484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.638611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030684471130371094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.731289}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030393362045288086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.846143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03559088706970215 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.931642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053142547607421875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47546:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47546', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.047265}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0421137809753418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47546:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47546', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.133971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022910594940185547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47546:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47546', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.207637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028835535049438477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.293552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04459118843078613 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.385031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026562929153442383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24285:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24285", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24285:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24285", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006864010013333088 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001076075482648512 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005492144846357405 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005345344543457031 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 862 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.490457}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039890289306640625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.574961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025789737701416016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.650616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025933027267456055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.730923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034377098083496094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.824495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029284000396728516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.911328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02991628646850586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.019058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03186440467834473 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.110266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031887054443359375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.223907}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030903339385986328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24285:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24285', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.319731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034172773361206055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24285:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24285', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24285:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24285", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006870567244326487 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010756241543406232 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005496179801411927 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037384033203125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 863 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.432239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02571845054626465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24285:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24285', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.518214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03139758110046387 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.605411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030282258987426758 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.690001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030595064163208008 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.773545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026997804641723633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.849085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025156497955322266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.922922}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025713205337524414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.016935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022071361541748047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.090566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026079177856445312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.163301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03754734992980957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006870331321638163 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010750017298565976 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005497529928106815 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003395557403564453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.789921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03953361511230469 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.888626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030307769775390625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.975973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034751176834106445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.068036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03483271598815918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.163394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033428192138671875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.253132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02485036849975586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.332708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04087018966674805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.428181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027279138565063477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.517419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026573896408081055 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.612116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.26387739181518555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006868952846240705 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010743878023860242 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005498880054801702 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036590099334716797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 865 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.964298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05505180358886719 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.068494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03680610656738281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.156699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029880523681640625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.236604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027009010314941406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.320632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0272674560546875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.404055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039934396743774414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.524061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029874086380004883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.605566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02877044677734375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.711324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039838314056396484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.811257}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04328727722167969 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 19971.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21369.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006868473604868874 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010737682320150668 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000550091004697606 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025327205657958984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 866 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.932338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04494762420654297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.028926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02786731719970703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.10465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03367209434509277 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.214873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030881166458129883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.295589}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030284643173217773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550848.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.373742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031049251556396484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.46056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03601241111755371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.592817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04225969314575195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.722154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04264974594116211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.830588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0295562744140625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006865021017258675 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001073196905704032 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005498880054801702 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022156238555908203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 867 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.93352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03371262550354004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.01434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025445938110351562 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.092367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06455731391906738 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.221218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03444361686706543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.304632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026473283767700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.378295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04980206489562988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.474577}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056803226470947266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.57727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05486035346984863 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.677404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02274155616760254 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.751469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027166366577148438 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006862179622159249 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001072611156533878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005497529928106815 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002254009246826172 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 868 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.848854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030846118927001953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.931727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025107860565185547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.019168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026437997817993164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.104935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029881954193115234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.18854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04712033271789551 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.298945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0560460090637207 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.403956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029616355895996094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.486409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027738571166992188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.560306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03532600402832031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.673755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06377053260803223 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006862067655254031 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010719938770754683 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005498880054801702 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026001930236816406 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 869 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.825272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02655816078186035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.903219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028376340866088867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.987523}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02479839324951172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.067221}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02742934226989746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.14344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027010440826416016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.222516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052575111389160156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.329255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0387115478515625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.418163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03140425682067871 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.499857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026084184646606445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.57379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0345766544342041 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 27.0}, {"feature": 24.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.5:59848:94.23.23.52:80", "ip_d": "94.23.23.52", "ip_o": "10.100.200.5", "port_d": "80", "port_o": "59848", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 731.0}, {"feature": 3.0}, {"feature": 731.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 633.0}, {"feature": 3.0}, {"feature": 633.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006868358714848586 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001071538106788932 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000550091004697606 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003947734832763672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 870 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.731749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026042938232421875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.811707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04161810874938965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.916746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02964329719543457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550720.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.025433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03034663200378418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.108047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0322415828704834 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.18923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025696277618408203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.273877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03225994110107422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.356144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025670766830444336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.43597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03625178337097168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.523551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025177955627441406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.5', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.5:59848:94.23.23.52:80', 'protocol': 'TCP', 'port_o': '59848', 'port_d': '80', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354 timestamp: "08/05/2023 13:02:34" ip_o: "10.100.200.5" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.5:59848:94.23.23.52:80" protocol: "TCP" port_o: "59848" port_d: "80" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355098e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 38 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.7723657939932309 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.5:59848:94.23.23.52:80", "ip_d": "94.23.23.52", "ip_o": "10.100.200.5", "port_d": "80", "port_o": "59848", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 731.0}, {"feature": 3.0}, {"feature": 731.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 633.0}, {"feature": 3.0}, {"feature": 633.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.5:59848:94.23.23.52:80", "ip_d": "94.23.23.52", "ip_o": "10.100.200.5", "port_d": "80", "port_o": "59848", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 731.0}, {"feature": 3.0}, {"feature": 731.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 562.0}, {"feature": 2.0}, {"feature": 562.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42040:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36036:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36036:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36036:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2752.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006882743584500021 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001071762991215837 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005502940039150417 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0044977664947509766 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 871 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550956.411199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99749935}, "timestamp": {"timestamp": 1683550956.411199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550956.411199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550956.411199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550956.411199}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03716254234313965 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.5', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.5:59848:94.23.23.52:80', 'protocol': 'TCP', 'port_o': '59848', 'port_d': '80', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344 timestamp: "08/05/2023 13:02:36" ip_o: "10.100.200.5" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.5:59848:94.23.23.52:80" protocol: "TCP" port_o: "59848" port_d: "80" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355098e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 39 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6097800550051033 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.121769}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99799937}, "timestamp": {"timestamp": 1683550957.121769}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.121769}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.121769}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.121769}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03179216384887695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.5', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.5:59848:94.23.23.52:80', 'protocol': 'TCP', 'port_o': '59848', 'port_d': '80', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection... INFO:root:Sending the connection information to the Attack Mitigator component... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354 timestamp: "08/05/2023 13:02:36" ip_o: "10.100.200.5" ip_d: "94.23.23.52" tag_name: "Crypto" tag: 1 flow_id: "10.100.200.5:59848:94.23.23.52:80" protocol: "TCP" port_o: "59848" port_d: "80" ml_id: "crypto_5g_rf_spider_features.onnx" service_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } } endpoint_id { topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } } time_start: 1.68355059e+09 time_end: 1.68355098e+09 DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result: DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 40 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.573403952002991 INFO:root:Attack Mitigator notified DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.773961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550957.773961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.773961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.773961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.773961}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02692437171936035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.850828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550957.850828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.850828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.850828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.850828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03650975227355957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.944725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550957.944725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.944725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.944725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.944725}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03044748306274414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.036477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.036477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.036477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.036477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.036477}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03297257423400879 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42040:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550592.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.129597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.129597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.129597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.129597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.129597}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02575230598449707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36036:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.203408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.203408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.203408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.203408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.203408}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035372257232666016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36036:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.286682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.286682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.286682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.286682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.286682}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04996514320373535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36036:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.418554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.418554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.418554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.418554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.418554}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03211569786071777 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550464.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds request: {"message": ""} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds reply: {"auto_features": [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig request: {"sampling_mode": 3, "sampling_rate": 0.8, "sampling_snapshots": 100.0, "time_to_stabilize": 2.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Received scalability config request for Exp 3 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sampling snapshots: 100.0 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sampling rate: 0.800000011920929 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sampling mode: Last DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig reply: {"message": "CSV generated"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Starting async prediction accuracy analysis exp 3 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Correct csv load: True DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]} DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006907791688417751 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010736961115064435 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005506750021595508 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.010003805160522461 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 872 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.150458}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.150458}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.150458}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.150458}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.150458}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049768686294555664 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.252805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.252805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.252805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.252805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.252805}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02921891212463379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.335072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.335072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.335072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.335072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.335072}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03594088554382324 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0} INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.426779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.426779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.426779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.426779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.426779}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030443191528320312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1683550976.0, 'time_end': 1683550976.0}