DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.378348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.378348}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04236602783203125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52944:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52944', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975274801254272 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8120934963226 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037508543212317957 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013569552639101628 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032253265380859375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7425 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.428412 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.428951 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.428951 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.428951 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.428951 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.428951 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.428951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04822707176208496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975278377532959 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8683547973633 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000375062644155834 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013568653165070747 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002385377883911133 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7426 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.483665 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.4838779 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.4838779 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.4838779 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.4838779 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.4838779 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.483878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02221226692199707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975281357765198 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8975443840027 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003750286131047798 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013567771359669452 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002225160598754883 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7427 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.511359 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.511586 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.511586 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.511586 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.511586 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.511586 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.511586}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06377553939819336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975284934043884 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.9667754173279 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003750124207764135 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013566865219961114 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004604816436767578 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7428 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.583953 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.5843151 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.5843151 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.5843151 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.5843151 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.5843151 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.584315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03940248489379883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975288510322571 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.0150806903839 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749882816674276 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565968040207283 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026803016662597656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7429 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.629842 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.6300881 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.6300881 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.6300881 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.6300881 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.6300881 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.630088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09805011749267578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997529149055481 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.1195316314697 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749791653478997 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565057366761281 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003282308578491211 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7430 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.737021 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.737277 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.737277 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.737277 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.737277 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.737277 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.737277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03847861289978027 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975295066833496 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.1671261787415 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749596388826189 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013564155044455727 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030846595764160156 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7431 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.786129 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.7864339 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.7864339 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.7864339 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.7864339 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.7864339 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.786434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02551126480102539 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975298643112183 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.2032861709595 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037493949213548413 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013563253581901323 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003973484039306641 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7432 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.820330 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.820919 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.820919 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.820919 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.820919 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.820919 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.820919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09114289283752441 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975301623344421 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.3031227588654 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749204378508179 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001356235113160558 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003102540969848633 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7433 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.918789 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.9192791 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.9192791 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.9192791 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.9192791 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.9192791 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.919279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030182838439941406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975305199623108 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.3406460285187 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003749072292916961 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013561443698191422 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026710033416748047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7434 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.956457 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725080.9566841 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725080.9566841 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725080.9566841 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725080.9566841 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725080.9566841 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.956684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04319596290588379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975308775901794 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.391529083252 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 7.0}, {"feature": 857.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003748897745157514 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001356054001838609 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004405498504638672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7435 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.009972 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.010345 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.010345 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.010345 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.010345 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.010345 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.010345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02516484260559082 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975311756134033 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.426860332489 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2027.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003748720421633273 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355963679145601 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024716854095458984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7436 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.041834 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.042058 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.042058 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.042058 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.042058 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.042058 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.042058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051283836364746094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997531533241272 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.4847633838654 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037487519140640434 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013558725399259845 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028128623962402344 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7437 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.100205 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.1004381 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.1004381 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.1004381 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.1004381 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.1004381 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.100438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024719715118408203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975318908691406 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.5165696144104 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003748525334072619 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355782799954048 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002314329147338867 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7438 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.130843 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.131048 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.131048 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.131048 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.131048 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.131048 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.131048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07859992980957031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975321888923645 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.6011502742767 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037483999710551325 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013556921013335292 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032639503479003906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7439 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.217441 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.217716 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.217716 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.217716 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.217716 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.217716 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.217716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07285952568054199 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975325465202332 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.6819558143616 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 9.0}, {"feature": 1746.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037482638662006277 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013556014982080155 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024695396423339844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7440 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.296549 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.2967551 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.2967551 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.2967551 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.2967551 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.2967551 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.296755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027693510055541992 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975329041481018 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.7158424854279 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42096:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42096", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 18.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003748049804434669 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355511662668694 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002269744873046875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7441 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.330287 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.330492 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.330492 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.330492 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.330492 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.330492 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.330492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0609278678894043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42096:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975332617759705 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.7828378677368 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42096:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42096", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 4593.0}, {"feature": 18.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003747896708467852 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355421231237711 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025463104248046875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7442 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.399365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.399605 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.399605 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.399605 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.399605 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.399605 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.399605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031781911849975586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42096:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975335597991943 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.8231346607208 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037476643375484553 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355331657200299 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644549822434783 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003267049789428711 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7443 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.438712 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.438942 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.438942 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.438942 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.438942 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.438942 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.438942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06354856491088867 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997533917427063 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.8952939510345 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037474333603147264 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355242083976757 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026444598915986717 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003720998764038086 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7444 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.512485 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.513046 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.513046 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.513046 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.513046 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.513046 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.513046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0639491081237793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975342750549316 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 737.9680941104889 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037473116754607375 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013551514706787587 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644549822434783 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038917064666748047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.585490 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.58653 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.58653 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.58653 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.58653 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.58653 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.58653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03218531608581543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975345730781555 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.010707616806 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003747062199002218 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013550621787608104 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026444598915986717 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003691434860229492 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7446 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.627733 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.6284161 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.6284161 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.6284161 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.6284161 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.6284161 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.628416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05566596984863281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975349307060242 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.0751059055328 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 981.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037467882722929844 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013549732570277122 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026443699607625604 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0046842098236083984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7447 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.693206 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.694494 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.694494 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.694494 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.694494 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.694494 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.694494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03887677192687988 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975352883338928 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.1253077983856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 981.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746660620873323 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013548827395698465 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026444598915986717 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003027677536010742 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7448 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.742032 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.7423229 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.7423229 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.7423229 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.7423229 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.7423229 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.742323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07634115219116211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975355863571167 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.2112176418304 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746713831932491 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013547918704115978 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644549822434783 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005460500717163086 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7449 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.831729 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.832943 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.832943 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.832943 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.832943 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.832943 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.832943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04543018341064453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975359439849854 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.2701966762543 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037466877320587583 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013547009604597399 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003590822219848633 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7450 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.887343 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.8887191 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.8887191 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.8887191 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.8887191 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.8887191 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.888719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04587697982788086 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975362420082092 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.325519323349 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746572558580229 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013546104148522762 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004166841506958008 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7451 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.943671 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.9444749 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.9444749 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.9444749 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.9444749 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.9444749 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.944475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04163622856140137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975365996360779 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.3784563541412 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037466293912964823 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013545196115894616 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0041713714599609375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7452 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.996909 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725081.997288 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725081.997288 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725081.997288 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725081.997288 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725081.997288 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.997288}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03710031509399414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975369572639465 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.4259631633759 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746564840204643 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013544288524057308 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003921985626220703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7453 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.044473 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.04557 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.04557 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.04557 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.04557 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.04557 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.04557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.11488556861877441 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975372552871704 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.5510947704315 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746575142790046 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013543379997935797 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003619670867919922 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7454 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.168777 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.16927 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.16927 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.16927 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.16927 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.16927 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.16927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025696277618408203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975376129150391 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.5861308574677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746341241368715 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001354248668202164 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0048177242279052734 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7455 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.203134 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.203789 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.203789 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.203789 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.203789 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.203789 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.203789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03687167167663574 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975379705429077 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.6316959857941 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746288185878612 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013541579266084208 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003061532974243164 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7456 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.247273 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.247571 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.247571 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.247571 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.247571 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.247571 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.247571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052098989486694336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975382685661316 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.6914064884186 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003746115241207975 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013540679492692893 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003818035125732422 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7457 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.308527 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.3089459 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.3089459 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.3089459 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.3089459 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.3089459 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.308946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.062422990798950195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975386261940002 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.762672662735 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037459830053140165 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013539776481917766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029566287994384766 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7458 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.377514 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.3779271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.3779271 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.3779271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.3779271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.3779271 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.377927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022769927978515625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975389838218689 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.7918953895569 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003745612553093582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013538906636543777 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018999576568603516 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7459 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.405715 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.410059 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.410059 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.410059 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.410059 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.410059 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.410059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03608298301696777 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975392818450928 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.8349227905273 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037454471693389196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013538006707684122 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025463104248046875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7460 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.476250 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.4766271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.4766271 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.4766271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.4766271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.4766271 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.476627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04099726676940918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975396394729614 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.909764289856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037453654487600463 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001353710126591364 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033724308013916016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7461 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.527558 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.5277989 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.5277989 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.5277989 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.5277989 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.5277989 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.527799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05908489227294922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975399971008301 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.9784059524536 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003745334581004571 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013536194428878246 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.011383771896362305 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7462 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.602470 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.6027579 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.6027579 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.6027579 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.6027579 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.6027579 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.602758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032053470611572266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997540295124054 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.02663397789 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 790.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003745213461585336 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013535291555318233 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029675960540771484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7463 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.642893 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.6431749 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.6431749 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.6431749 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.6431749 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.6431749 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.643175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05556631088256836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975406527519226 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.0901908874512 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 790.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037453106891437225 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013534387426288226 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003385782241821289 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7464 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.706489 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.706754 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.706754 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.706754 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.706754 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.706754 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.706754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042838335037231445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975410103797913 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.1409955024719 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 790.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 873.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037452256347864305 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013533482867910437 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00606536865234375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7465 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.765636 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.76644 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.76644 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.76644 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.76644 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.76644 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.76644}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04642343521118164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975413084030151 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.203773021698 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42102:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42102", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037451917175857207 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013532576813914832 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003635406494140625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7466 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.820350 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.8205659 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.8205659 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.8205659 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.8205659 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.8205659 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.820566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06209921836853027 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42102:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42102', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975416660308838 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.2741656303406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42102:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42102", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037451415513145103 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135316713189602 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003144502639770508 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7467 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.892046 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.892303 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.892303 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.892303 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.892303 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.892303 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.892303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03746223449707031 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42102:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42102', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975419640541077 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.3212263584137 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42102:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42102", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003745115520050984 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001353076549868206 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031545162200927734 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7468 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.937004 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.9373009 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.9373009 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.9373009 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.9373009 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.9373009 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.937301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03387737274169922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42102:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42102', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975423216819763 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.3625888824463 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003745082577782505 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013529859972869621 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031867027282714844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7469 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.983661 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725082.98393 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725082.98393 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725082.98393 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725082.98393 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725082.98393 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.98393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03157973289489746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997542679309845 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.406888961792 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003744994643003427 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013528956463909456 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003019571304321289 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7470 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.022140 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.0224259 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.0224259 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.0224259 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.0224259 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.0224259 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.022426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09490060806274414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975429773330688 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.5087492465973 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037451152701566343 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013528055019580384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004134416580200195 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7471 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.128011 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.128298 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.128298 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.128298 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.128298 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.128298 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.128298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05276203155517578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975433349609375 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.5724337100983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037449621350833014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001352715621512985 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035750865936279297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7472 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.188655 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.189074 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.189074 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.189074 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.189074 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.189074 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.189074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03807353973388672 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975436925888062 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.6185088157654 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374485651057557 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013526254197664192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004912137985229492 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7473 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.236792 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.2378321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.2378321 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.2378321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.2378321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.2378321 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.237832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039269447326660156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.99754399061203 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.667783498764 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374464688967235 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013525361419243864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033435821533203125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7474 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.283641 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.283895 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.283895 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.283895 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.283895 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.283895 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.283895}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029442310333251953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975443482398987 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.7047779560089 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003744478338946243 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013524464532439638 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003014802932739258 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7475 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.320981 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.321239 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.321239 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.321239 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.321239 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.321239 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.321239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05560731887817383 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975446462631226 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.7682571411133 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037442973399197973 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013523569030781653 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006214141845703125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.387225 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.3875811 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.3875811 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.3875811 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.3875811 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.3875811 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.387581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04198789596557617 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975450038909912 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.8212671279907 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037441456123254324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013522671019596658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031256675720214844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7477 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.437213 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.437705 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.437705 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.437705 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.437705 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.437705 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.437705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054611921310424805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975453615188599 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.8836150169373 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037439268886576963 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001352178005256793 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005770206451416016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7478 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.504168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.5055721 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.5055721 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.5055721 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.5055721 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.5055721 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.505572}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053069114685058594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975456595420837 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 739.9512143135071 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003743805392916266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013520880121189172 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005804777145385742 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7479 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.570855 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.571496 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.571496 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.571496 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.571496 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.571496 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.571496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04500627517700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975460171699524 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.0082232952118 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374361067422962 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013519986775867362 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005547046661376953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7480 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.628289 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.630698 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.630698 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.630698 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.630698 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.630698 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.630698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06663322448730469 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997546374797821 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.0882096290588 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003743594998374652 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013519083192022499 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003968715667724609 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7481 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.705989 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.7063041 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.7063041 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.7063041 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.7063041 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.7063041 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.706304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03515052795410156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975466728210449 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.133546590805 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42090:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42090", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037434471107544357 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013518185773029924 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006236553192138672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7482 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.754994 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.756722 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.756722 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.756722 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.756722 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.756722 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.756722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04907822608947754 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42090:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42090', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975470304489136 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.2010045051575 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037433758549345925 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013517283888279865 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037217140197753906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7483 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.818856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.8195 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.8195 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.8195 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.8195 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.8195 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.8195}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03548550605773926 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975473284721375 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.2467148303986 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037435172224161724 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013516386311310407 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005984783172607422 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7484 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.867695 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.8713789 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.8713789 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.8713789 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.8713789 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.8713789 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.871379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03982877731323242 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975476861000061 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.2994360923767 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003743504922160146 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013515483424823332 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004422187805175781 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7485 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.917650 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.9188449 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.9188449 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.9188449 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.9188449 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.9188449 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.918845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06904292106628418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975480437278748 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.3800251483917 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037434863855561175 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013514580772526212 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004013776779174805 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7486 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.998524 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725083.998935 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725083.998935 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725083.998935 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725083.998935 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725083.998935 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.998935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02906513214111328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975483417510986 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.4198627471924 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037434948794556183 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013513678225922396 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.01213526725769043 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7487 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.044950 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.0452139 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.0452139 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.0452139 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.0452139 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.0452139 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.045214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04754447937011719 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975486993789673 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.4857566356659 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037433425363543263 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013512782269665775 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003448009490966797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7488 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.102710 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.103241 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.103241 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.103241 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.103241 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.103241 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.103241}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032521963119506836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975489974021912 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.5269014835358 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374328181629652 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013511881085813526 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0050334930419921875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7489 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.144998 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.146018 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.146018 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.146018 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.146018 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.146018 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.146018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042333126068115234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975493550300598 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.5798466205597 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003743068896155078 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135109916253309 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002652883529663086 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7490 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.195463 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.1957321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.1957321 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.1957321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.1957321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.1957321 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.195732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0467371940612793 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975497126579285 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.6344311237335 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003742926007544739 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013510095439918188 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00792694091796875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7491 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.257259 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.25877 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.25877 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.25877 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.25877 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.25877 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.25877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06876111030578613 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975500106811523 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.7178790569305 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59224:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59224", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1489.0}, {"feature": 5.0}, {"feature": 1489.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 3552.0}, {"feature": 7.0}, {"feature": 3552.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037430714886338195 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013509199643100527 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004292964935302734 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7492 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.335620 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.3364921 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.3364921 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.3364921 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.3364921 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.3364921 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.336492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0575101375579834 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59224:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59224', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.7853901386261 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59224:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59224", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1489.0}, {"feature": 5.0}, {"feature": 1489.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 3644.0}, {"feature": 8.0}, {"feature": 3644.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003742838198741423 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013508313250769712 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005113124847412109 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7493 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.403679 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.40423 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.40423 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.40423 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.40423 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.40423 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.40423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0422210693359375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59224:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59224', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.8375720977783 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59224:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59224", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1489.0}, {"feature": 5.0}, {"feature": 1489.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 3644.0}, {"feature": 8.0}, {"feature": 3644.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003742715199207049 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001350741614170559 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025222301483154297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7494 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.452402 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.4526379 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.4526379 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.4526379 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.4526379 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.4526379 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.452638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052217960357666016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59224:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59224', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.8963150978088 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42104:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42104", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037425492451854893 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013506522656902766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026035308837890625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7495 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.511395 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.5116451 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.5116451 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.5116451 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.5116451 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.5116451 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.511645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0668189525604248 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42104:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42104', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.9699139595032 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42104:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42104", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037424119747603627 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013505626940068262 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028688907623291016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7496 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.594220 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.594481 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.594481 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.594481 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.594481 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.594481 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.594481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05774974822998047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42104:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42104', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975506663322449 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.0451452732086 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42104:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42104", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037422698363562387 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013504731781683987 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002554655075073242 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.660640 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.6608591 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.6608591 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.6608591 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.6608591 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.6608591 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.660859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03920769691467285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42104:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42104', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975510239601135 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.091605424881 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63655:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63655", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 2019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003742205432535314 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013503832347448658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646819921210408 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.012952804565429688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7498 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.717992 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.7187631 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.7187631 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.7187631 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.7187631 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.7187631 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.718763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07028627395629883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63655:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63655', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975513815879822 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.1803958415985 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63655:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63655", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 2019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374204105391623 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013502939443904688 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002146005630493164 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7499 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.796182 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.796428 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.796428 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.796428 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.796428 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.796428 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.796428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03128790855407715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63655:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63655', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997551679611206 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.2191429138184 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42092:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42092", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037418140217972297 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013502053531516468 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002956390380859375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7500 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.834280 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.834573 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.834573 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.834573 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.834573 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.834573 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.834573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037624359130859375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42092:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42092', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975520372390747 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.2638623714447 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003741549244565213 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001350117295710205 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025522708892822266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7501 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.878996 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.879282 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.879282 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.879282 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.879282 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.879282 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.879282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0910639762878418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975523352622986 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.3617346286774 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003741387322548652 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135002803726781 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003168821334838867 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7502 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.978725 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725084.9789629 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725084.9789629 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725084.9789629 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725084.9789629 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725084.9789629 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.978963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06751513481140137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975526928901672 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.4379298686981 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374135151056442 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013499381040232331 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004343271255493164 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7503 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.057540 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.057786 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.057786 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.057786 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.057786 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.057786 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.057786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05711984634399414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975529909133911 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.5067148208618 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374122831603956 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013498485749212947 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004431247711181641 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7504 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.129381 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.1299281 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.1299281 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.1299281 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.1299281 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.1299281 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.129928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06844496726989746 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975533485412598 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.5895373821259 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374110276934298 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013497590801180904 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003641366958618164 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7505 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.208840 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.2090671 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.2090671 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.2090671 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.2090671 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.2090671 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.209067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047472476959228516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975537061691284 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.6480083465576 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38723:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38723", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003740906969611497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013496702310164224 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002683877944946289 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7506 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.263374 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.2636321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.2636321 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.2636321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.2636321 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.2636321 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.263632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0439298152923584 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38723:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38723', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975540041923523 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.6995627880096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38723:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38723", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037407160881647213 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013495813471361172 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029811859130859375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7507 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.314689 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.314898 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.314898 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.314898 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.314898 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.314898 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.314898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04022812843322754 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38723:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38723', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997554361820221 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.7466127872467 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003740545878257279 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013494922737372712 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029723644256591797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7508 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.362299 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.3705831 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.3705831 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.3705831 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.3705831 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.3705831 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.370583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03914690017700195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975546598434448 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.7939233779907 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000374024582292896 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013494049171200611 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032868385314941406 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7509 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.409889 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.4105711 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.4105711 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.4105711 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.4105711 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.4105711 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.410571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0611722469329834 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975550174713135 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.8631310462952 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037400739912480643 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001349315895159707 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030434131622314453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7510 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.488375 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.4888439 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.4888439 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.4888439 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.4888439 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.4888439 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.488844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03671979904174805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975553154945374 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.9167461395264 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003739840286815989 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013492275895701721 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026586055755615234 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7511 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.531914 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.5321529 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.5321529 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.5321529 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.5321529 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.5321529 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.532153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0460050106048584 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997555673122406 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 741.9695558547974 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42080:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42080", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037397003652934823 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013491383267428153 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003001689910888672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7512 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.587002 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.587275 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.587275 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.587275 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.587275 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.587275 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.587275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06568288803100586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42080:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42080', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681724928.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975560307502747 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.0444192886353 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037394988918437727 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013490496669736388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002627849578857422 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7513 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.659579 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.659816 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.659816 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.659816 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.659816 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.659816 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.659816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03230762481689453 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975563287734985 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.0835876464844 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003739347967049858 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013489605292268526 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030736923217773438 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7514 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.958625 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725085.9589131 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725085.9589131 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725085.9589131 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725085.9589131 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725085.9589131 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.958913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05261516571044922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975566864013672 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.4029774665833 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037395546898426747 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001348871965316571 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028121471405029297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7515 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.021278 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.0215371 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.0215371 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.0215371 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.0215371 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.0215371 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.021537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047949790954589844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975569844245911 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.460874080658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003739448398592802 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00134878254370526 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00395655632019043 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7516 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.079099 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.079556 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.079556 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.079556 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.079556 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.079556 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.079556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031320810317993164 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975573420524597 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.502897977829 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003739289226276445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013486935311978656 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005128622055053711 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.127499 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.12773 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.12773 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.12773 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.12773 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.12773 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.12773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07750988006591797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975576400756836 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.5966894626617 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037390777140550554 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001348605077398914 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028934478759765625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7518 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.211846 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.212148 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.212148 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.212148 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.212148 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.212148 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.212148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06821775436401367 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975579977035522 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.6720635890961 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003738909586920342 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013485161825384103 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038940906524658203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7519 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.295079 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.295701 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.295701 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.295701 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.295701 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.295701 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.295701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026861906051635742 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975583553314209 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.7137312889099 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 5991.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003738574386126005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013484296502308342 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027294158935546875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7520 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.370738 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.3711741 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.3711741 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.3711741 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.3711741 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.3711741 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.371174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02918720245361328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975586533546448 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.7917449474335 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 7389.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003738389799743222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013483409530848536 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004061222076416016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7521 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.408917 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.409204 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.409204 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.409204 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.409204 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.409204 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.409204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024341821670532227 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975590109825134 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.8249912261963 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 8787.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037382030262964923 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013482522965954427 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003731966018676758 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7522 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.478511 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.478821 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.478821 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.478821 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.478821 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.478821 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.478821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043547630310058594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975593090057373 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.9139022827148 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 10185.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003738210928325161 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013481626866729132 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003677845001220703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7523 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.531253 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.5315559 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.5315559 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.5315559 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.5315559 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.5315559 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.531556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06407546997070312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997559666633606 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.9871060848236 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 11583.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003738133607642425 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013480732596905477 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038492679595947266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7524 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.603557 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.6039491 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.6039491 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.6039491 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.6039491 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.6039491 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.603949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02600884437561035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975599646568298 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.0213723182678 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037378022410872815 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013479867481796292 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.040727853775024414 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7525 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.674152 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.6747479 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.6747479 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.6747479 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.6747479 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.6747479 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.674748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03516745567321777 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975603222846985 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.1013243198395 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003737660104154807 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013478977538206281 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036699771881103516 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7526 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.718340 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.718703 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.718703 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.718703 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.718703 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.718703 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.718703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0837550163269043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975606203079224 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.1941120624542 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003737726312475775 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347808335717214 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005310773849487305 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7527 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.817823 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.8182271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.8182271 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.8182271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.8182271 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.8182271 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.818227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034902095794677734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997560977935791 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.2446978092194 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 14379.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003737590656776375 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347719326950081 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003062725067138672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7528 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.860971 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.8613031 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.8613031 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.8613031 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.8613031 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.8613031 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.861303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040178775787353516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975613355636597 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.2928037643433 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 15777.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037374569722137697 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013476303212587022 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026311874389648438 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7529 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.908354 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.908622 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.908622 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.908622 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.908622 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.908622 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.908622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024234533309936523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975616335868835 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.324371099472 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003737500960648599 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013475408882583188 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.03471231460571289 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7530 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.971172 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725086.971421 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725086.971421 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725086.971421 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725086.971421 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725086.971421 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.971421}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06070756912231445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975619912147522 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.4235284328461 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037373478002427013 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013474520744807283 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004130363464355469 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7531 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.041714 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.043376 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.043376 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.043376 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.043376 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.043376 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.043376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.050766944885253906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975622892379761 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.4842581748962 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037371801132892927 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347363408864609 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003867626190185547 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7532 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.100983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.101306 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.101306 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.101306 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.101306 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.101306 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.101306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04351305961608887 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975626468658447 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.5361700057983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003737019647328712 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013472746949284072 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003319263458251953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7533 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.152095 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.152365 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.152365 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.152365 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.152365 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.152365 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.152365}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04453682899475098 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975629448890686 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.5883841514587 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003736888172735643 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347185762261945 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030868053436279297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7534 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.206789 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.2083621 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.2083621 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.2083621 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.2083621 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.2083621 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.208362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06412529945373535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975633025169373 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.6626441478729 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003737003451019189 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013470967357030854 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033540725708007812 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7535 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.279436 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.2796991 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.2796991 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.2796991 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.2796991 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.2796991 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.279699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03451895713806152 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975636005401611 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.7056684494019 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003736802781804147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013470084815759705 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003106355667114258 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7536 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.321204 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.321708 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.321708 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.321708 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.321708 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.321708 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.321708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.065155029296875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975639581680298 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.7780430316925 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 977.0}, {"feature": 5.0}, {"feature": 1044.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037366863863073864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013469194978897546 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026509761810302734 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7537 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.393291 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.3935211 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.3935211 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.3935211 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.3935211 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.3935211 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.393521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030178308486938477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975642561912537 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.8151438236237 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 977.0}, {"feature": 6.0}, {"feature": 1433.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037365319227789147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001346830820545685 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027582645416259766 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7538 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.430271 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.4305141 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.4305141 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.4305141 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.4305141 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.4305141 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.430514}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.060011863708496094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975646138191223 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.8819608688354 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 1822.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037364422501702147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013467417183889773 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027844905853271484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7539 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.497021 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.49729 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.49729 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.49729 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.49729 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.49729 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.49729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0232999324798584 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975649118423462 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.9119410514832 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 977.0}, {"feature": 8.0}, {"feature": 2211.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037363205283858 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001346652823677059 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027844905853271484 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7540 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.526701 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.526921 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.526921 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.526921 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.526921 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.526921 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.526921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07540130615234375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975652694702148 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.9944920539856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 8.0}, {"feature": 1182.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003736141773532079 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013465644265760047 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003546476364135742 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7541 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.614094 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.6144929 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.6144929 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.6144929 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.6144929 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.6144929 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.614493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041167497634887695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975655674934387 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.0472147464752 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 8.0}, {"feature": 1182.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003736013182707119 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013464756156148663 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.011611700057983398 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7542 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.671350 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.67168 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.67168 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.67168 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.67168 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.67168 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.67168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028548717498779297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975659251213074 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.0918242931366 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 524.0}, {"feature": 8.0}, {"feature": 1182.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037357955871624755 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013463876854660915 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024747848510742188 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7543 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.706764 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.70724 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.70724 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.70724 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.70724 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.70724 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.70724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027972936630249023 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975662231445312 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.1264035701752 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 524.0}, {"feature": 7.0}, {"feature": 1115.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003735872061801793 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013462986106809324 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004416465759277344 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7544 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.775594 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.776062 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.776062 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.776062 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.776062 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.776062 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.776062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027698040008544922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975665807723999 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.1959912776947 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 524.0}, {"feature": 7.0}, {"feature": 1115.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000373563391707018 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00134621097885316 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035886764526367188 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7545 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.813550 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.8144529 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.8144529 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.8144529 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.8144529 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.8144529 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.814453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0678873062133789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975669384002686 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.2737617492676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1440.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037355074521562434 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013461222238078492 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00486445426940918 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7546 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.892606 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.89346 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.89346 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.89346 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.89346 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.89346 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.89346}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041249990463256836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975672364234924 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.3262321949005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1440.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003735549177729384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013460330870512613 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030667781829833984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7547 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.944065 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725087.944351 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725087.944351 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725087.944351 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725087.944351 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725087.944351 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.944351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05317974090576172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975675940513611 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.3888986110687 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42110:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42110", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003735472255501902 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013459440851042522 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004483222961425781 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7548 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.016636 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.016891 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.016891 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.016891 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.016891 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.016891 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.016891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028089284896850586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42110:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42110', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997567892074585 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.4369237422943 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42110:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42110", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003735224007772461 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013458566630944807 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002638101577758789 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7549 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.051935 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.052192 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.052192 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.052192 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.052192 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.052192 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.052192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04395937919616699 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42110:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42110', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975682497024536 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.487578868866 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1016.0}, {"feature": 8.0}, {"feature": 2324.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037351127608296837 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013457678776713359 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028235912322998047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7550 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.102781 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.103332 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.103332 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.103332 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.103332 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.103332 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.103332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03193926811218262 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975685477256775 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.5264086723328 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1016.0}, {"feature": 8.0}, {"feature": 2324.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003735008116015616 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013456790700159254 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031890869140625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7551 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.143256 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.143873 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.143873 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.143873 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.143873 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.143873 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.143873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055737972259521484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975689053535461 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.5904595851898 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1016.0}, {"feature": 8.0}, {"feature": 2324.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003734791700742913 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001345591286975266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023920536041259766 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.205319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.2055571 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.2055571 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.2055571 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.2055571 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.2055571 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.205557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02657008171081543 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.99756920337677 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.6236083507538 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 2754.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003734699383509472 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013455024465891252 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027408599853515625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7553 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.270633 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.27119 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.27119 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.27119 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.27119 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.27119 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.27119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03657388687133789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975695610046387 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.6992394924164 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 27.0}, {"feature": 24.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 2754.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003734612007392879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013454135990013012 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037436485290527344 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7554 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.316163 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.3168941 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.3168941 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.3168941 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.3168941 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.3168941 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.316894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030429363250732422 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975698590278625 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.7385454177856 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 27.0}, {"feature": 24.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1446.0}, {"feature": 10.0}, {"feature": 3184.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037345588595552766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013453246340873269 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033588409423828125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7555 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.374052 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.37452 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.37452 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.37452 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.37452 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.37452 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.37452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041022300720214844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975702166557312 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.8075139522552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 28.0}, {"feature": 25.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1446.0}, {"feature": 10.0}, {"feature": 3184.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003734277426418634 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013452378316520643 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026483535766601562 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7556 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.423523 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.4241719 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.4241719 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.4241719 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.4241719 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.4241719 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.424172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04720616340637207 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975705146789551 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.8624036312103 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 28.0}, {"feature": 25.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1446.0}, {"feature": 11.0}, {"feature": 3614.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037339875445056267 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013451511827481245 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004272937774658203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7557 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.479741 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.48048 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.48048 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.48048 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.48048 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.48048 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.48048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03978538513183594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975708723068237 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.911235332489 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 29.0}, {"feature": 26.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1446.0}, {"feature": 11.0}, {"feature": 3614.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037339186999103 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013450623243796552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038607120513916016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7558 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.527630 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.528327 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.528327 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.528327 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.528327 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.528327 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.528327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06412315368652344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975711703300476 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.9848291873932 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 29.0}, {"feature": 26.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 27.0}, {"feature": 27.0}, {"feature": 1469.0}, {"feature": 12.0}, {"feature": 3637.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037337067131011474 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001344974613163151 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004483461380004883 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7559 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.603884 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.6047421 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.6047421 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.6047421 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.6047421 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.6047421 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.604742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04144477844238281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975715279579163 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.0379407405853 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 29.0}, {"feature": 26.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 28.0}, {"feature": 28.0}, {"feature": 1469.0}, {"feature": 13.0}, {"feature": 3660.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037336171130100313 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013448858824878468 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003987550735473633 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7560 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.655853 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.6568279 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.6568279 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.6568279 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.6568279 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.6568279 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.656828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04855990409851074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975718259811401 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.0968668460846 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 30.0}, {"feature": 27.0}, {"feature": 1384.0}, {"feature": 10.0}, {"feature": 2416.0}, {"feature": 28.0}, {"feature": 28.0}, {"feature": 1469.0}, {"feature": 13.0}, {"feature": 3660.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037334870525408274 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013447974193047897 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028612613677978516 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7561 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.712547 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.7128451 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.7128451 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.7128451 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.7128451 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.7128451 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.712845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058348655700683594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975721836090088 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.1629989147186 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037336174654952945 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013447089764081607 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646819921210408 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004462480545043945 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7562 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.781057 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.78203 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.78203 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.78203 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.78203 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.78203 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.78203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037203311920166016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975724816322327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.2110939025879 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037336375319407437 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013446200842910621 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026471400633454323 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00529026985168457 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7563 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.831332 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.8323209 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.8323209 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.8323209 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.8323209 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.8323209 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.832321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0722494125366211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975728392601013 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.2959084510803 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38366:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38366", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 787.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037335550679502903 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013445313897403948 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002647259971126914 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003926515579223633 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7564 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.913640 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.914381 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.914381 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.914381 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.914381 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.914381 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.914381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038193702697753906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38366:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38366', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975731372833252 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.3446867465973 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38366:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38366", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 787.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0003733491305226764 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013444426359133115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002647379878908396 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002865314483642578 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7565 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.961428 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725088.96197 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725088.96197 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725088.96197 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725088.96197 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725088.96197 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.96197}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047766685485839844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38366:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38366', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975734949111938 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.4017434120178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:38366:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38366", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 787.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00037334568522136416 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001344353818725568 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026474351761862636 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038442611694335938 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7566 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:29.018985 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1681725089.019727 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "18" } } timestamp { timestamp: 1681725089.019727 } kpi_value { floatVal: 0.999999583 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "19" } } timestamp { timestamp: 1681725089.019727 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "20" } } timestamp { timestamp: 1681725089.019727 } kpi_value { int32Val: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "21" } } timestamp { timestamp: 1681725089.019727 } kpi_value { int32Val: 1 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725089.019727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05720353126525879 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38366:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38366', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "0de0f403-7963-468b-b32d-dc4a358696cd" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1681725056.0, 'time_end': 1681725056.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975737929344177 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 745.4683232307434 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}